Super-Resolution on Ultra Video Group HD - 4x upscaling

Metric: Average PSNR (higher is better)

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#	Model↕	Average PSNR▼	Extra Data	Paper	Date↕	Code
1	RAMS (ours)	48.23	No	Multi-image Super Resolution of Remotely Sensed ...	2020-07-06	Code
2	DeepSUM[41]	47.84	No	Multi-image Super Resolution of Remotely Sensed ...	2020-07-06	Code
3	ESPCN	37.91	No	Real-Time Single Image and Video Super-Resolutio...	2016-09-16	Code
4	SRCNN	37.52	No	Image Super-Resolution Using Deep Convolutional ...	2014-12-31	Code
5	bicubic	36.2	No	Real-Time Single Image and Video Super-Resolutio...	2016-09-16	Code

#1RAMS (ours)SOTA
48.23
Average PSNR· 2020-07-06
Multi-image Super Resolution of Remotely Sensed Images using Residual Feature Attention Deep Neural Networks Code
#2DeepSUM[41]
47.84
Average PSNR· 2020-07-06
Multi-image Super Resolution of Remotely Sensed Images using Residual Feature Attention Deep Neural Networks Code
#3ESPCNSOTA
37.91
Average PSNR· 2016-09-16
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network Code
#4SRCNNSOTA
37.52
Average PSNR· 2014-12-31
Image Super-Resolution Using Deep Convolutional Networks Code
#5bicubic
36.2
Average PSNR· 2016-09-16
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network Code